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When humor masks abuse: employee responses to abusive supervision through the lens of relational energy 当幽默掩盖虐待:从关系能量的角度看员工对虐待性监督的反应
IF 3.9 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-04-12 DOI: 10.1108/pr-02-2022-0087
Fu Yang, Mengqian Lu
PurposeDrawing on conservation of resources theory, this study aims to develop a resource-based model depicting a decreased level of psychological resourcefulness – relational energy, as a novel explanatory mechanism that accounts for the harm of abusive supervision, and we further investigate the role of leader humor as a boundary condition.Design/methodology/approachWe applied multilevel path analysis to test our hypotheses with three-time-point survey data collected from 226 supervisor-employee dyads in a telecommunication company in China across six months.FindingsOur results show that abusive supervision is negatively related to employee relational energy, leading to a subsequent decline in employee job performance. The predictions of the depleting effects get alleviated by leader humor.Practical implicationsThis study foregrounds the importance of employee relationship management in the workplace and reveals that some abusive supervisors may manage to sustain employee performance and relational energy by using humor in their interactions, which necessitates immediate intervention.Originality/valueThese findings offer novel insights into the deleterious impact of abusive supervision by demonstrating the critical role of relational energy in dyadic interactions. We also reveal the potential dark side of leader humor in the context of abuse in the workplace.
目的本研究以资源守恒理论为基础,旨在建立一个基于资源的模型,将心理资源性水平的下降--关系能量--作为解释滥用性监督危害的一种新的解释机制,并进一步研究领导者的幽默作为边界条件的作用。结果我们的研究结果表明,滥用性监督与员工的关系能量呈负相关,从而导致员工工作绩效的下降。本研究强调了工作场所中员工关系管理的重要性,并揭示了一些滥用权力的主管可能会通过在互动中使用幽默来维持员工的工作绩效和关系能量,因此有必要立即采取干预措施。我们还揭示了在工作场所滥用职权的背景下,领导者幽默的潜在阴暗面。
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引用次数: 0
Measuring learning agility: a review and critique of learning agility measures 衡量学习敏捷性:对学习敏捷性衡量标准的回顾与批判
IF 3.9 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-04-11 DOI: 10.1108/pr-10-2023-0886
Brandon A. Smith, Karen E. Watkins

Purpose

The purpose of this review is to evaluate existing learning agility measures and offer recommendations for their use in organizational and scholarly contexts.

Design/methodology/approach

This is a general review paper assessing the psychometric qualities of prevalent learning agility measures. Measures were selected based on their predominance and use in the learning agility literature and organizational settings.

Findings

Learning agility measurement is an area requiring further research. Multiple conceptualizations of learning agility exist, making the true structure of learning agility unclear. The learning agility measures in the academic literature deviate from learning agility’s traditional conceptualization and require further validation and convergent validity studies. Commercial measures of learning agility exist, but their development procedures are not subjected to peer review and are not widely used in academic research, given the cost associated with their use.

Practical implications

Learning agility is prevalently used in organizational settings and is receiving increased scholarly attention. Various conceptualizations and measurement tools exist, and it is unclear how these theories and measures relate and differ. This paper contributes to practice by providing practical guidelines and limitations for measuring learning agility.

Originality/value

Learning agility was initially conceived as a multidimensional construct comprising people agility, results agility, change agility and mental agility. As the construct has evolved, the dimension structure of the measure has evolved as well. This study addresses a gap in our current understanding of how to conceptualize and measure learning agility.

目的本综述旨在评估现有的学习敏捷度测量方法,并为其在组织和学术环境中的应用提供建议。研究结果学习敏捷度测量是一个需要进一步研究的领域。学习敏捷存在多种概念,因此学习敏捷的真正结构并不清晰。学术文献中的学习敏捷度量方法偏离了学习敏捷度的传统概念,需要进一步验证和进行收敛有效性研究。学习敏捷性的商业测量方法是存在的,但它们的开发过程没有经过同行评审,而且由于使用成本较高,在学术研究中没有得到广泛应用。目前存在各种概念和测量工具,这些理论和测量方法之间的关系和区别尚不清楚。本文提供了测量学习敏捷度的实用指南和局限性,为实践做出了贡献。原创性/价值学习敏捷度最初被认为是一个多维度的概念,包括人员敏捷度、结果敏捷度、变革敏捷度和心智敏捷度。随着这一概念的发展,测量的维度结构也在不断变化。本研究弥补了我们目前在如何概念化和测量学习敏捷性方面的空白。
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引用次数: 0
Employee recognition giving in crisis: a study of healthcare workers during the COVID-19 pandemic 危机中的员工表彰:对 COVID-19 大流行期间医护人员的研究
IF 3.9 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-04-02 DOI: 10.1108/pr-11-2022-0784
Loren J. Naidoo, Charles A. Scherbaum, R. Saunderson
PurposeEmployee recognition systems are ubiquitous in organizations (WorldatWork, 2019) and have positive effects on work outcomes (e.g. Stajkovic and Luthans, 2001). However, psychologically meaningful recognition relies on the recognition giver being motivated to observe and recognize coworkers. Crises such as the COVID-19 pandemic may impact recognition giving in varying ways, yet little research considers this possibility.Design/methodology/approachThis longitudinal field study examined the impact of the COVID-19 crisis on recognition and acknowledgment giving among frontline and nonfrontline healthcare workers at daily and aggregated levels. We tested the relationships between publicly available daily indicators of COVID-19 and objectively measured daily recognition and acknowledgment giving within a web-based platform.FindingsWe found that the amount of daily recognition giving was no different during the crisis compared to the year before, but fewer employees gave recognition, and significantly more recognition was given on days when COVID-19 indicators were relatively high. In contrast, the amount of acknowledgment giving was significantly lower in frontline staff and significantly higher in nonfrontline staff during the pandemic than before, but on a daily-level, acknowledgment was unrelated to COVID-19 indicators.Practical implicationsOur results suggest that organizational crises may at once inhibit and stimulate employee recognition and acknowledgment.Originality/valueOur research is the first to empirically demonstrate that situational factors associated with a crisis can impact recognition giving behavior, and they do so in ways consistent with ostensibly contradictory theories.
目的员工表彰制度在组织中无处不在(WorldatWork,2019 年),并对工作成果产生积极影响(例如,Stajkovic 和 Luthans,2001 年)。然而,在心理上有意义的表彰依赖于表彰者观察和表彰同事的积极性。这项纵向实地研究考察了 COVID-19 危机对一线和非一线医护人员在日常和综合层面上给予认可和表扬的影响。我们在一个网络平台上测试了 COVID-19 的每日公开指标与客观测量的每日表扬和感谢之间的关系。研究结果我们发现,危机期间每日表扬的数量与前一年相比没有什么不同,但给予表扬的员工人数减少了,而且在 COVID-19 指标相对较高的日子里,给予表扬的人数明显增多。实践意义我们的研究结果表明,组织危机可能会同时抑制和刺激员工的认可和表扬行为。原创性/价值我们的研究首次通过实证研究证明,与危机相关的情境因素会影响员工的表扬行为,而且其影响方式与表面上相互矛盾的理论相一致。
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引用次数: 0
Employing people who have “been there, experienced that” to inform innovative HRM responses to workforce mental health issues: practice insights from industry 聘用 "亲历者",为人力资源管理部门应对劳动力心理健康问题的创新措施提供信息:来自行业的实践启示
IF 3.9 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-03-20 DOI: 10.1108/pr-03-2023-0174
Ying Wang, Melissa Chapman, Louise Byrne, James Hill, Timothy Bartram

Purpose

This case documents an innovative human resource management (HRM) practice adopted by an Australian organization in the energy sector, purposefully introducing lived experience informed “mental health advocate” (MHA) roles into the organization, to address pressing mental health workforce issues. MHA roles provide experiential, first-hand knowledge of experiencing mental health issues, offering a novel, common-sense and impactful perspective on supporting employees with mental health challenges.

Approach

Data that informed this case came from desktop research using publicly available resources, as well as a series of conversations with four key stakeholders in the organization. This approach allowed insights into Energy Queensland’s journey towards establishing novel MHA roles to delineate the day-to-day work practice of these roles.

Contribution to Practice

This is a novel HRM practice that has only recently emerged outside of the mental health sector. We discuss key considerations that enabled the success of the roles, including taking an evolutionary perspective, obtaining support from senior executives and relevant stakeholders, making a long-term financial commitment, and providing autonomy and flexibility in role design. This is the first article that documents this innovative practice to offer new insights to HRM scholars, as well as practical guidelines to other organizations in addressing workforce mental health issues.

目的 本案例记录了澳大利亚一家能源行业组织所采用的创新人力资源管理(HRM)实践,该组织有目的地引入了具有生活经验的 "心理健康倡导者"(MHA)角色,以解决紧迫的心理健康劳动力问题。MHA 角色提供了有关心理健康问题的第一手经验知识,为支持面临心理健康挑战的员工提供了一个新颖、常识性且具有影响力的视角。通过这种方法,我们可以深入了解昆士兰能源公司在设立新型 MHA 角色的过程中,对这些角色的日常工作实践进行了划分。对实践的贡献这是一种新型的人力资源管理实践,最近才在心理健康领域之外出现。我们讨论了使这些角色取得成功的关键因素,包括采取渐进的视角、获得高级管理人员和相关利益方的支持、做出长期的财务承诺,以及在角色设计中提供自主权和灵活性。这是第一篇记录这一创新实践的文章,为人力资源管理学者提供了新的见解,也为其他组织解决劳动力心理健康问题提供了实用指南。
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引用次数: 0
Opportunistic silence: ignited by psychological contract breach, instigated by hostile attribution bias 机会主义沉默:由心理契约违约点燃,由敌对归因偏见煽动
IF 3.9 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-03-12 DOI: 10.1108/pr-11-2021-0793
Sadia Jahanzeb, Dave Bouckenooghe, Tasneem Fatima, Madiha Akram

Purpose

Drawing on social exchange literature, this study explores the mediating role of affective commitment between employees' assessments of contract breaches and opportunistic silence, along with the invigorating effect of hostile attribution bias.

Design/methodology/approach

We tested the hypotheses using multi-wave data collected from employees working in higher education institutions in Pakistan.

Findings

Perceived contract breaches elicit intentional, selfish and retaliatory motives of silence, largely because employees lack emotional attachments to their organization. This mechanism is more prominent among employees who tend to blame others and perceive them as antagonistic even when they are not.

Practical implications

For human resource managers, this investigation highlights a crucial feature – affective commitment – by which employees' perceptions of psychological contract breaches facilitate opportunistic silence. Our results suggest that this process is more likely to intensify when employees have distorted thinking, motivating them to attribute the worst motives to their employer's actions.

Social implications

Perceived contract breaches within universities can have far-reaching societal consequences, affecting trust, reputation, economic stability, and the overall quality and accessibility of education and research. Addressing and preventing such breaches is essential to maintaining the positive societal role of universities.

Originality/value

This study provides novel insights into the process that underlies the connection between perceived contract breach and opportunistic silence by revealing the hitherto overlooked role of employees' hostile attribution bias, which renders them more susceptible to experiencing unfavorable forms of social exchange.

目的本研究以社会交换文献为基础,探讨了情感承诺在员工对违约行为的评估与机会主义沉默之间的中介作用,以及敌意归因偏差的激励作用。研究结果由于员工对组织缺乏情感依恋,他们认为违约行为会引发有意的、自私的和报复性的沉默动机。对于人力资源管理人员来说,这项调查强调了一个关键特征--情感承诺--员工对心理违约的认知会助长机会主义沉默。我们的研究结果表明,当员工的思维发生扭曲,促使他们将雇主的行为归结为最坏的动机时,这一过程就更有可能加剧。社会影响在大学内部发生的违约行为会产生深远的社会后果,影响信任、声誉、经济稳定以及教育和研究的整体质量和可及性。本研究揭示了迄今为止被忽视的员工敌对归因偏差的作用,这种偏差使他们更容易经历不利形式的社会交换,从而为感知到的违约与机会主义沉默之间的联系过程提供了新的见解。
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引用次数: 0
Addressing the gap in information security: an HR-centric and AI-driven framework for mitigating insider threats 弥补信息安全方面的差距:以人力资源为中心、人工智能驱动的减轻内部威胁框架
IF 3.9 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-03-01 DOI: 10.1108/pr-04-2023-0358
Mohan Thite, Ramanathan Iyer

Purpose

Despite ongoing reports of insider-driven leakage of confidential data, both academic scholars and practitioners tend to focus on external threats and favour information technology (IT)-centric solutions to secure and strengthen their information security ecosystem. Unfortunately, they pay little attention to human resource management (HRM) solutions. This paper aims to address this gap and proposes an actionable human resource (HR)-centric and artificial intelligence (AI)-driven framework.

Design/methodology/approach

The paper highlights the dangers posed by insider threats and presents key findings from a Leximancer-based analysis of a rapid literature review on the role, nature and contribution of HRM for information security, especially in addressing insider threats. The study also discusses the limitations of these solutions and proposes an HR-in-the-loop model, driven by AI and machine learning to mitigate these limitations.

Findings

The paper argues that AI promises to offer many HRM-centric opportunities to fortify the information security architecture if used strategically and intelligently. The HR-in-the-loop model can ensure that the human factors are considered when designing information security solutions. By combining AI and machine learning with human expertise, this model can provide an effective and comprehensive approach to addressing insider threats.

Originality/value

The paper fills the research gap on the critical role of HR in securing and strengthening information security. It makes further contribution in identifying the limitations of HRM solutions in info security and how AI and machine learning can be leveraged to address these limitations to some extent.

目的尽管不断有关于内部人员泄露机密数据的报道,但学术界学者和从业人员都倾向于关注外部威胁,并倾向于采用以信息技术(IT)为中心的解决方案来保护和加强其信息安全生态系统。遗憾的是,他们很少关注人力资源管理(HRM)解决方案。本文旨在弥补这一不足,并提出了一个以人力资源(HR)为中心、人工智能(AI)驱动的可操作框架。本文强调了内部威胁带来的危险,并介绍了基于 Leximancer 的快速文献综述分析的主要发现,该分析涉及人力资源管理对信息安全的作用、性质和贡献,尤其是在应对内部威胁方面。研究还讨论了这些解决方案的局限性,并提出了一种由人工智能和机器学习驱动的 "环中人力资源 "模型,以缓解这些局限性。研究结果本文认为,如果战略性地、智能地使用人工智能,人工智能有望提供许多以人力资源管理为中心的机会,以强化信息安全架构。人力资源在环模型可以确保在设计信息安全解决方案时考虑到人的因素。通过将人工智能和机器学习与人类专业知识相结合,该模型可以提供一种有效而全面的方法来应对内部威胁。它进一步明确了人力资源管理解决方案在信息安全方面的局限性,以及如何利用人工智能和机器学习在一定程度上解决这些局限性。
{"title":"Addressing the gap in information security: an HR-centric and AI-driven framework for mitigating insider threats","authors":"Mohan Thite, Ramanathan Iyer","doi":"10.1108/pr-04-2023-0358","DOIUrl":"https://doi.org/10.1108/pr-04-2023-0358","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>Despite ongoing reports of insider-driven leakage of confidential data, both academic scholars and practitioners tend to focus on external threats and favour information technology (IT)-centric solutions to secure and strengthen their information security ecosystem. Unfortunately, they pay little attention to human resource management (HRM) solutions. This paper aims to address this gap and proposes an actionable human resource (HR)-centric and artificial intelligence (AI)-driven framework.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>The paper highlights the dangers posed by insider threats and presents key findings from a Leximancer-based analysis of a rapid literature review on the role, nature and contribution of HRM for information security, especially in addressing insider threats. The study also discusses the limitations of these solutions and proposes an HR-in-the-loop model, driven by AI and machine learning to mitigate these limitations.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The paper argues that AI promises to offer many HRM-centric opportunities to fortify the information security architecture if used strategically and intelligently. The HR-in-the-loop model can ensure that the human factors are considered when designing information security solutions. By combining AI and machine learning with human expertise, this model can provide an effective and comprehensive approach to addressing insider threats.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>The paper fills the research gap on the critical role of HR in securing and strengthening information security. It makes further contribution in identifying the limitations of HRM solutions in info security and how AI and machine learning can be leveraged to address these limitations to some extent.</p><!--/ Abstract__block -->","PeriodicalId":48148,"journal":{"name":"Personnel Review","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140009585","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
AI and the metaverse in the workplace: DEI opportunities and challenges 工作场所中的人工智能和元世界:DEI 的机遇与挑战
IF 3.9 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-23 DOI: 10.1108/pr-04-2023-0300
Marco Marabelli, Pamela Lirio

Purpose

The metaverse, through artificial intelligence (AI) systems and capabilities, allows considerable data analysis in the workplace, largely exceeding traditional people analytics data collection. While concerns over surveillance and issues associated with privacy and discrimination have been raised, the metaverse has the potential to offer opportunities associated with fairer assessment of employee performance and enhancement of the employee experience, especially with respect to gender and race, inclusiveness and workplace equity. This paper aims at shedding light on the diversity, equity and inclusion (DEI) opportunities and challenges of implementing the metaverse in the workplace, and the role played by AI.

Design/methodology/approach

This paper draws on our past research on AI and the metaverse and provides insights addressed to human resources (HR) scholars and practitioners.

Findings

Our analysis of AI applications to the metaverse in the workplace sheds light on the ambivalent role of and potential trade-offs that may arise with this emerging technology. If used responsibly, the metaverse can enable positive changes concerning the future of work, which can promote DEI. Yet, the same technology can lead to negative DEI outcomes if implementations occur quickly, unsupervised and with a sole focus on efficiencies and productivity (i.e. collecting metrics, models etc.).

Practical implications

Managers and HR leaders should try to be first movers rather than followers when deciding if (or, better, when) to implement metaverse capabilities in their organizations. But how the metaverse is implemented will be strategic. This involves choices concerning the degree of invasive/pervasive monitoring (internal) as well as make or buy decisions concerning outsourcing AI capabilities.

Originality/value

Our paper is one among few (to date) that discusses AI capabilities in the metaverse at the intersection of the HR and information systems(IS) literature and that specifically tackles DEI issues. Also, we take a “balanced” approach when evaluating the metaverse from a DEI perspective. While most studies either demonize or celebrate these technologies from an ethical and DEI standpoint, we aim to highlight challenges and opportunities, with the goal to guide scholars and practitioners towards a responsible use of the metaverse in organizations.

目的通过人工智能(AI)系统和能力,元数据可在工作场所进行大量数据分析,在很大程度上超过了传统的人员分析数据收集。虽然人们对监控以及与隐私和歧视相关的问题表示担忧,但元数据有可能提供与更公平地评估员工绩效和提升员工体验相关的机会,特别是在性别和种族、包容性和工作场所公平方面。本文旨在阐明在工作场所实施元数据的多样性、公平性和包容性(DEI)机遇和挑战,以及人工智能所扮演的角色。本文借鉴了我们过去对人工智能和元数据的研究,并为人力资源(HR)学者和从业人员提供了见解。研究结果我们对人工智能在工作场所元数据应用的分析揭示了这一新兴技术可能产生的矛盾作用和潜在权衡。如果以负责任的方式使用,元宇宙可以促成有关未来工作的积极变革,从而促进 DEI。然而,如果在没有监督的情况下快速实施,并且只关注效率和生产率(即收集指标、模型等),那么同样的技术也可能导致消极的 DEI 结果。但是,如何实施元数据将具有战略意义。原创性/价值我们的论文是迄今为止在人力资源和信息系统(IS)文献交汇处讨论元宇宙中人工智能能力的少数论文之一,并且专门讨论了DEI问题。此外,我们还采用了一种 "平衡 "的方法,从 DEI 的角度对元世界进行评估。虽然大多数研究从道德和 DEI 的角度对这些技术进行了妖魔化或赞美,但我们旨在强调挑战和机遇,目的是引导学者和从业人员在组织中负责任地使用元世界。
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引用次数: 0
Not your average candidate: overqualified job applicants in the eyes of hiring practitioners 非一般求职者:招聘人员眼中的超标求职者
IF 3.9 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-09 DOI: 10.1108/pr-02-2023-0103
Mohsen Rafiei, Hans Van Dijk

Purpose

Early research on overqualification suggested that overqualification is primarily associated with negative attitudes and behavior. As a consequence, hiring practitioners were advised against hiring overqualified job applicants. However, recent studies have revealed that there are several potential positive consequences of overqualification. Given this change in perspective on overqualification, we examine how hiring practitioners nowadays look at overqualified job applicants, and what their considerations are for hiring an overqualified job applicant or not.

Design/methodology/approach

We have interviewed 33 hiring practitioners to examine their attitudes and considerations toward hiring overqualified job applicants.

Findings

Results show that hiring practitioners are aware of potential positive as well as negative consequences of overqualification and consider a variety of factors to assess how beneficial hiring an overqualified candidate will be. These factors fall under three categories: Individual considerations, interpersonal considerations and contextual considerations.

Originality/value

We show that overqualification is not a stigma anymore and that the decision to hire an overqualified job applicant or not depends on a mixture of factors that are carefully considered. Two of these three considerations transcend the individual level (i.e. the overqualified person), whereas most research and theories on the consequences of overqualification do not go beyond the individual level. As such, our findings call for more theory and research on interpersonal and contextual factors shaping the consequences of overqualification.

目的关于资格过高的早期研究表明,资格过高主要与消极态度和行为有关。因此,招聘人员被建议不要聘用资格过高的求职者。然而,最近的研究表明,资格过高可能会带来一些积极的后果。鉴于对资格过高的看法发生了变化,我们研究了招聘从业人员如今如何看待资格过高的求职者,以及他们在聘用资格过高的求职者时会考虑哪些因素。研究结果研究结果显示,招聘从业人员意识到资格过高可能带来的积极和消极后果,并考虑了各种因素来评估聘用资格过高的求职者的益处。这些因素可分为三类:原创性/价值我们的研究表明,资格过高不再是一种耻辱,是否聘用资格过高的求职者取决于一系列经过仔细考虑的因素。在这三个考虑因素中,有两个因素超越了个人层面(即资格过高者),而大多数关于资格过高后果的研究和理论都没有超越个人层面。因此,我们的研究结果呼吁对影响资格过高后果的人际和环境因素进行更多的理论研究。
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引用次数: 0
The role of employee personality in employee satisfaction and turnover: insights from online employee reviews 员工个性在员工满意度和离职率中的作用:从在线员工评论中获得的启示
IF 3.9 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-08 DOI: 10.1108/pr-04-2023-0309
Ruigang Wu, Xuefeng Zhao, Zhuo Li, Yang Xie
PurposeOnline employee reviews have emerged as a crucial information source for business managers to evaluate employee behavior and firm performance. The purpose of this paper is to test the relationship between employee personality traits, derived from online employee reviews and job satisfaction and turnover behavior at the individual level.Design/methodology/approachThe authors apply text-mining techniques to extract personality traits from online employee reviews on Indeed.com based on the Big Five theory. They also apply a machine learning classification algorithm to demonstrate that incorporating personality traits can significantly enhance employee turnover prediction accuracy.FindingsPersonality traits such as agreeableness, conscientiousness and openness are positively associated with job satisfaction, while extraversion and neuroticism are negatively related to job satisfaction. Moreover, the impact of personality traits on overall job satisfaction is stronger for former employees than for current employees. Personality traits are significantly linked to employee turnover behavior, with a one-unit increase in the neuroticism score raising the probability of an employee becoming a former employee by 0.6%.Practical implicationsThese findings have implications for firm managers looking to gain insights into employee online review behavior and improve firm performance. Online employee review websites are recommended to include the identified personality traits.Originality/valueThis study identifies employee personality traits from automated analysis of employee-generated data and verifies their relationship with employee satisfaction and employee turnover, providing new insights into the development of human resources in the era of big data.
目的在线员工评论已成为企业管理者评估员工行为和公司业绩的重要信息来源。本文旨在检验从在线员工评论中得出的员工个性特征与个人层面的工作满意度和离职行为之间的关系。作者基于大五理论,运用文本挖掘技术从 Indeed.com 上的在线员工评论中提取个性特征。他们还应用机器学习分类算法证明,加入人格特质可显著提高员工离职预测的准确性。研究结果人格特质(如合意性、自觉性和开放性)与工作满意度呈正相关,而外向性和神经质与工作满意度呈负相关。此外,人格特质对离职员工整体工作满意度的影响要强于在职员工。人格特质与员工离职行为有明显关联,神经质得分每增加一个单位,员工成为前员工的概率就会增加 0.6%。建议在线员工评论网站加入已识别的人格特质。原创性/价值本研究通过自动分析员工生成的数据识别了员工的人格特质,并验证了这些人格特质与员工满意度和员工流失率之间的关系,为大数据时代的人力资源发展提供了新的见解。
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引用次数: 0
The role of employee personality in employee satisfaction and turnover: insights from online employee reviews 员工个性在员工满意度和离职率中的作用:从在线员工评论中获得的启示
IF 3.9 3区 管理学 Q1 Business, Management and Accounting Pub Date : 2024-02-08 DOI: 10.1108/pr-04-2023-0309
Ruigang Wu, Xuefeng Zhao, Zhuo Li, Yang Xie
PurposeOnline employee reviews have emerged as a crucial information source for business managers to evaluate employee behavior and firm performance. The purpose of this paper is to test the relationship between employee personality traits, derived from online employee reviews and job satisfaction and turnover behavior at the individual level.Design/methodology/approachThe authors apply text-mining techniques to extract personality traits from online employee reviews on Indeed.com based on the Big Five theory. They also apply a machine learning classification algorithm to demonstrate that incorporating personality traits can significantly enhance employee turnover prediction accuracy.FindingsPersonality traits such as agreeableness, conscientiousness and openness are positively associated with job satisfaction, while extraversion and neuroticism are negatively related to job satisfaction. Moreover, the impact of personality traits on overall job satisfaction is stronger for former employees than for current employees. Personality traits are significantly linked to employee turnover behavior, with a one-unit increase in the neuroticism score raising the probability of an employee becoming a former employee by 0.6%.Practical implicationsThese findings have implications for firm managers looking to gain insights into employee online review behavior and improve firm performance. Online employee review websites are recommended to include the identified personality traits.Originality/valueThis study identifies employee personality traits from automated analysis of employee-generated data and verifies their relationship with employee satisfaction and employee turnover, providing new insights into the development of human resources in the era of big data.
目的在线员工评论已成为企业管理者评估员工行为和公司业绩的重要信息来源。本文旨在检验从在线员工评论中得出的员工个性特征与个人层面的工作满意度和离职行为之间的关系。作者基于大五理论,运用文本挖掘技术从 Indeed.com 上的在线员工评论中提取个性特征。他们还应用机器学习分类算法证明,加入人格特质可显著提高员工离职预测的准确性。研究结果人格特质(如合意性、自觉性和开放性)与工作满意度呈正相关,而外向性和神经质与工作满意度呈负相关。此外,人格特质对离职员工整体工作满意度的影响要强于在职员工。人格特质与员工离职行为有明显关联,神经质得分每增加一个单位,员工成为前员工的概率就会增加 0.6%。建议在线员工评论网站加入已识别的人格特质。原创性/价值本研究通过自动分析员工生成的数据识别了员工的人格特质,并验证了这些人格特质与员工满意度和员工流失率之间的关系,为大数据时代的人力资源发展提供了新的见解。
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引用次数: 0
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